README.md

metadata

language:
  - en
license: apache-2.0
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:8031
  - loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget:
  - source_sentence: >-
      11.2  In addition, Whirlpool shall reimburse Supplier for Severance
      incurred by Supplier as a result of the termination of employment of
      Supplier employees working on Whirlpool's account, subject to Section 11.3
      below, upon the following events: (a) if whirlpool requires Master
      Services Agreement Schedule E (Compensation) 15#$#elimination of a
      position due to changes in scope or volume of work; (b) if whirlpool
      approves of the elimination of a position proposed by Supplier to create
      savings; or (c) following the disposition or closure of a Managed Facility
      unless a similar Managed Facility is added within the same geographic
      proximity of the Managed Facility that was disposed of or closed. ect to
      Severance:

      (b) Pay to Supplier the following (collectively, the "Termination
      Expenses"), as and. when determined: (i) Severance (as hereinafter
      defined) actually incurred by Supplier as a result of the termination of
      employment of employees working on Supplier's account, subject to. Section
      11.3 below, (ii) actual expenses reasonably incurred by Supplier as a
      result of such expiration or early termination including, without
      limitation, termination fees paid by Supplier pursuant to equipment and
      vehicle leases and software licensing agreements, (iii) unamortized
      transition costs incurred by Supplier, and (iv) other fees, expenses or
      reimbursements for Services to which Supplier is entitled under this
      Agreement through the date of expiration or termination, as the case may
      be.
    sentences:
      - Assignment
      - MOO_Services provided
      - CBRE_Redundancy Detail
  - source_sentence: >-
      Private and Confidential Adam Miller MOo Print Limited Unit 12, Thames
      Gateway Park Chequers Lane Essex RM9 6FB 2 December 2021 Our ref:MOO Print
      sOc2 Dear Adam SOC 2 Engagement#$#### 1 Introduction#$#### 1.1 This
      letter, together with the enclosures (the "Engagement Letter"), sets out
      the basis on which we are to provide professional services to Moo Print
      Limited (the "Engagement"). 2 Scope of Professional Services 2.1 Our role
      is to provide the professional services detailed in the enclosed
      schedule(s) (the "Services"). By accepting these terms, you are agreeing
      that they scope of the Services set out in the schedule(s) is appropriate
      for your needs. We will perform the Services with reasonable skill and
      care, but our duties and responsibilities shall be limited to the matters
      as set out in the schedule(s). 2.2 (a) (b) reviewing (or otherwise being
      responsible for) the services provided by any other professional advisers
      retained by you; (c)

      The fee for core services of this engagement will be between 42'50o -
      55'ooo. excluding VAT, invoiced on a monthly basis based on time spent
      each month. If any additional costs or fees need to be incurred for
      travel, we will obtain written approval from Moo Print Limited prior to
      incurring the expense. The 2.5% support cost as stated in the terms of
      business section 2.1 will not apply to this engagement. MOO Print Limited
      sOc2 02 December 2021 14
    sentences:
      - CBRE_WCP Status Criteria
      - MOO_Supply Category
      - VAT_Data Protection Details
  - source_sentence: >-
      13.3 Default by Client. Each of the following shall constitute a default
      by Client (an "Client Default') under this Agreement: 13.3.1 Client fails
      to make a payment when due to CBRE, and such failure continues for a
      period of fifteen (15) days after written notice of such failure from
      CBRE; 13.3.2 Except as set forth in the preceding clause 13.3.1, Client
      defaults in the performance of or breaches any of its covenants,
      agreements or obligations under this Agreement in any material respect,
      and such default or breach continues for fifteen (15) days after written
      notice of such default or breach from CBRE, unless such default cannot
      reasonably be cured within such 15-day period. in which event Client shall
      have an additional thirty (30) days to cure such default, provided Client
      promptly commences such cure within such 15-day period and continuously
      proceeds with such cure in a diligent manner;

      13.1.2 If all or substantially all of the assets of CBRE are attached,
      seized, or levied upon. or come into the possession of any receiver,
      trustee, custodian or assignee for the benefit of creditors, and the same
      is not vacated, stayed, dismissed, set aside or otherwise remedied within
      thirty (30) days after the occurrence thereof: 13.1.3 If any petition is
      filed by or against CBRE under the United States Bankruptcy. Code or any
      similar state or federal law (and, in the case of involuntary proceedings,
      CBRE fails to cause the same to be vacated. stayed or set aside within
      thirty (30) days after filing). 13.2 Remedies upon CBRE Default. Upon the
      occurrence and continuance of an uncured CBRF Default, Client may
      terminate this Agreement and/or exercise whatever remedies that are
      available at law or in equity.
    sentences:
      - Governing Law
      - CBRE_Termination Trigger - CBRE
      - MOO_Services provided
  - source_sentence: >-
      If termination is made by Buyer for convenience, an equitable adjustment
      for completed Services and expenses and written authorized commitments
      shallbe made by aqreement between termination expenses incurred by Seller,
      including actual severance expenses incurred from the Agreement Term start
      date until Termination and such severance expenses shall be no. greater
      than one week of each terminated employee's annual salary per year of
      service on Buyer's account as documented by Seller and pro-rated for any
      partial years a, unamortized transition costs (amortized straight-line
      over the over the first three (3) years of the term of the Agreement), and
      any actual termination fees incurred due to early termination of vehicle
      and equipment leases "Termination Expenses) as Seller's sole
      compensation.In the event Buyer approves a reduction in Seller's personnel
      dedicated to Buyer's account as part of a. savings initiative or any
      Seller personnel dedicated to Buyer's. account are terminated as a result
      of a reduction of Portfolio or scope of Services, then Buyer shall review
      Seller's business expenses caused by such terminations. In the event a
      savings initiative (including a reduction of Portfolio or scope of
      Services by Buyer), which explicitly calls out severance costs as a part
      of the business case, is approved by Buyer and results in a termination of
      Seller's personnel dedicated to Buyer's account then Buyer shall reimburse
      any severance costs incurred by. Seller relating thereto; provided that
      Seller shall first use best efforts to place the affected personnel in
      another position.Seller shall in any event make best efforts in good faith
      to outplace any terminated employees to avoid severance costs. If the
      termination is attributable to the default or nonperformance of Seller and
      without limiting Buyer's other rights and remedies, Buyer shall not owe
      Seller any compensation after the effective date of termination. Seller
      shall reimburse Buyer for any reasonable costs or damages incurred;
      provided that Buyer shal have the duty to mitigate any damages. A
      "default" shall mean a party's failure to: (a) perform its duties and
      obligations under the Contract Documents, or (b) observe and comply with
      the terms thereof.  In the event of a default by Buyer that is not cured
      within thirty (30) days of receipt of notice from Seller, then Seller may
      terminate thisAgreement and Buyer shall reimburse Seller for any
      reasonable costs or damages incurred and the Termination Expenses. In
      addition, Seller will in good faith make efforts to outplace any
      terminated employees to avoid severance costs. In addition, the above
      language regarding reimbursement of termination expenses does not apply to
      any dark site included in the SOw

      ### PAYMENT TERMS#$#Buyer will pay all invoices net 45 days from receipt
      of invoice, based on an accurate, valid and complete invoice in acceptable
      format, calculated from the latest of the (i) Invoice Date (ii) Invoice
      Received Date, or (ii) Goods Received Date. Seller may invoice for charges
      payable under this Agreement fifteen (15) days prior to the Services being
      rendered. Such invoices shall be based upon the budget approved by the
      parties in advance. On a quarterly basis, Seller shall conduct a true up
      of the actual expenses incurred against the budgeted amounts invoiced to
      Buyer. If there is a shortfall or overpayment during such quarter, the
      difference shall be reflected as a separate line item on the next invoice.
      If there are multiple line item shipments on one invoice, then the last
      shipment received in Buyer's system will be the Goods Received Date. If
      invoice is received on a weekend or holiday, then Invoice Received Date
      will be the next business day following the holiday and/or weekend. All
      invoices must be submitted within.. 180 calendar days of the latest of the
      3 dates listed in this section to be considered valid for payment. Buyer
      will not be responsible for payment of any amounts that are not invoiced
      within one hundred eighty (180) days of the date that the goods or
      services are supplied or provided to Buyer, and Seller hereby waives
      recovery of such amounts. Any request for payment of taxes or
      reimbursement of taxes paid by Seller on behalf of Buyer shall be billed
      within one year of the date of assignment, transfer or conveyance to which
      such taxes apply. Under no circumstances shall Buyer be responsible for
      any fines, interest or penalties assessed against Seller due to Seller's
      failure to pay such taxes, including as a result of Seller's failure to
      request reimbursement from Buyer.
    sentences:
      - CBRE_Change in Law detail
      - VAT_Arbitration Regulation
      - CBRE_Redundancy Detail
  - source_sentence: >-
      (d) Names. Service Provider will not use the name of Company, any
      Affiliate of Company, any Company employee or any employee of any
      Affiliate of Company, or any product or service of Company or any of its
      Affiliates in any press release, advertising or materials distributed to
      prospective or existing customers, annual reports or any other public
      disclosure, except with Company's prior written authorization. Under no
      circumstances will Service Provider use the logos or other trademarks of
      Company or any of its Affiliates in any such materials or disclosures.

      Service Provider Personnel shall, comply with any written instructions
      issued by Company with respect to.. the use, storage and handling of the
      Company Materials. Service Provider will use best efforts to protect the
      Company Materials from any loss of or damage while such Company Materials
      are under Service Provider's control, which control will be deemed to
      begin upon receipt of the Company Materials by. Service Provider; provided
      that Service Provider shall not be liable for any loss or damage to
      Company. Materials to the extent such loss or damage is caused by Service
      Provider's compliance with such written. instructions.
    sentences:
      - VAT_Confidentiality Remedies available
      - Publicity
      - CBRE_Termination Trigger - Client
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy@1
  - cosine_accuracy@3
  - cosine_accuracy@5
  - cosine_accuracy@10
  - cosine_precision@1
  - cosine_precision@3
  - cosine_precision@5
  - cosine_precision@10
  - cosine_recall@1
  - cosine_recall@3
  - cosine_recall@5
  - cosine_recall@10
  - cosine_ndcg@10
  - cosine_mrr@10
  - cosine_map@100
model-index:
  - name: BGE base En v1.5 Phase 5
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 768
          type: dim_768
        metrics:
          - type: cosine_accuracy@1
            value: 0.006274509803921568
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.023529411764705882
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.03529411764705882
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.07607843137254902
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.006274509803921568
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.007843137254901959
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.007058823529411765
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.0076078431372549014
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.006274509803921568
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.023529411764705882
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.03529411764705882
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.07607843137254902
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.034339182667857376
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.02193370681605975
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.03589435856389882
            name: Cosine Map@100

BGE base En v1.5 Phase 5

This is a sentence-transformers model finetuned from BAAI/bge-base-en-v1.5. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: BAAI/bge-base-en-v1.5
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity
• Language: en
• License: apache-2.0

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("RishuD7/bge-base-en-v1.5-82-keys-phase-7-exp_v1")
# Run inference
sentences = [
    "(d) Names. Service Provider will not use the name of Company, any Affiliate of Company, any Company employee or any employee of any Affiliate of Company, or any product or service of Company or any of its Affiliates in any press release, advertising or materials distributed to prospective or existing customers, annual reports or any other public disclosure, except with Company's prior written authorization. Under no circumstances will Service Provider use the logos or other trademarks of Company or any of its Affiliates in any such materials or disclosures.\nService Provider Personnel shall, comply with any written instructions issued by Company with respect to.. the use, storage and handling of the Company Materials. Service Provider will use best efforts to protect the Company Materials from any loss of or damage while such Company Materials are under Service Provider's control, which control will be deemed to begin upon receipt of the Company Materials by. Service Provider; provided that Service Provider shall not be liable for any loss or damage to Company. Materials to the extent such loss or damage is caused by Service Provider's compliance with such written. instructions.",
    'Publicity',
    'CBRE_Termination Trigger - Client',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Information Retrieval

• Dataset: dim_768
• Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.0063
cosine_accuracy@3	0.0235
cosine_accuracy@5	0.0353
cosine_accuracy@10	0.0761
cosine_precision@1	0.0063
cosine_precision@3	0.0078
cosine_precision@5	0.0071
cosine_precision@10	0.0076
cosine_recall@1	0.0063
cosine_recall@3	0.0235
cosine_recall@5	0.0353
cosine_recall@10	0.0761
cosine_ndcg@10	0.0343
cosine_mrr@10	0.0219
cosine_map@100	0.0359

Training Details

Training Dataset

Unnamed Dataset

• Size: 8,031 training samples
• Columns: positive and anchor
• Approximate statistics based on the first 1000 samples:

  	positive	anchor
  type	string	string
  details	min: 170 tokens mean: 377.79 tokens max: 512 tokens	min: 3 tokens mean: 8.22 tokens max: 11 tokens

• Samples:

  positive	anchor
  In the event that the Contractor provides the Service during the incomplete period of the the service was provided 3. The Customer shall reimburse the Contractor for the expenses incurred for the purchase of spare parts, equipment and materials for the purpose of providing the Services increased by the Contractor's mark-up, the amount of which is specified in Appendix No 4 "Terms and Conditions". The purchase of spare parts, equipment and materials referred to above will take place after the Contractor's application has been accepted by the Customer. 1 Settlement for the undertaking by the Contractor Emergency interventions will take place in accordance with and the conditions indicated in Clause 4 "Terms and Conditions" 5. For the performance of additional works, the Contractor will receive the remuneration specified in the application or contract for the performance of additional works accepted by the Client. Not later: within 7 (sleth) days from the date of termination of this Agre...	CBRE_Pricing Criteria
  4.1 The Contractor, despite a written warning issued by the Contractor by registered mail, violates the provisions of the Agreement and #$#cease the infringement within 14 (fourteen) days from the date of receipt of the summons from the Contractor, unless, . due to the nature of the breach. its removal. requires a longer period and the actions to remedy the breach are taken immediately. and duly by the Contractor:. 4.4 The Contractor shall cease to perform the duties resulting from the contract in part or in part for more than 3 days. 5. The Contractor may terminate the Contract with effect from the date of written service - under pain of non-wai:noscj - a statement of termination. if:. 5.1The Customer shall not comply with the obligation to submit the seals after the deadline for the payment of the two consecutive settlement periods specified on the invoice and after the deadline of fourteen days specified by the Contractor in the. written reminder; out business activity ### S5 TER...	CBRE_Termination Trigger - Client
  Works commissioned to the Contractor, which do not fall within the scope of the contract, are additionally valued as Additional Works after prior acceptance of the Contractor's offer within 30 days from the date of delivery of the duly issued invoice issued after the. completion of these works. 7. The amount of remuneration due as set out in Schedule No 4 "Terms and Conditions shall be the net amount and shall beand VAT and VAT.. 8. Any discounts, commissions and other bonuses that the Contractor receivesin connection with its global purchasing program will be retained by the Contractor and I wil not be subiect to settlement with the Principal. 9. In the event of changes in the Iaw resulting in an increase in costs related to the provision of Services on the part of the Contractor, the Customer undertakes to cover the above- mentioned costs, documented by the Contractor. ### S15 CONFIDENTIAL INFORMATION AND PROTECTION OF PERSONAL DATA 1.Any information obtained by the Customer or the C...	CBRE_WCP Status Criteria

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: epoch
• per_device_train_batch_size: 32
• per_device_eval_batch_size: 16
• gradient_accumulation_steps: 16
• learning_rate: 2e-05
• num_train_epochs: 30
• lr_scheduler_type: cosine
• warmup_ratio: 0.1
• tf32: False
• load_best_model_at_end: True
• optim: adamw_torch_fused
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: epoch
• prediction_loss_only: True
• per_device_train_batch_size: 32
• per_device_eval_batch_size: 16
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 16
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 2e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 30
• max_steps: -1
• lr_scheduler_type: cosine
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.1
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: False
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: False
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: True
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: False
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• eval_use_gather_object: False
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	dim_768_cosine_ndcg@10
0.6375	10	2.4919	-
1.2749	20	1.576	-
1.7211	27	-	0.0285
1.1713	30	0.6111	-
1.8088	40	1.622	-
2.4462	50	0.4089	-
2.7012	54	-	0.0300
2.3426	60	0.7251	-
2.9801	70	0.864	-
3.6175	80	0.152	-
3.6813	81	-	0.0299
3.5139	90	0.7404	-
4.1514	100	0.5908	-
4.7251	109	-	0.0304
4.0478	110	0.1358	-
4.6853	120	0.7636	-
5.3227	130	0.3625	-
5.7052	136	-	0.0332
5.2191	140	0.2812	-
5.8566	150	0.6369	-
6.4940	160	0.1818	-
6.6853	163	-	0.0327
6.3904	170	0.3748	-
7.0279	180	0.5476	-
7.6653	190	0.0952	-
7.7291	191	-	0.0334
7.5618	200	0.5157	-
8.1992	210	0.4383	-
8.7092	218	-	0.0362
8.0956	220	0.1392	-
8.7331	230	0.5627	-
9.3705	240	0.2617	-
9.6892	245	-	0.0336
9.2669	250	0.2135	-
9.9044	260	0.5106	-
10.5418	270	0.1462	-
10.7331	273	-	0.0343
10.4382	280	0.2909	-
11.0757	290	0.4675	-
11.7131	300	0.075	0.0348
11.6096	310	0.4271	-
12.2470	320	0.3571	-
12.6932	327	-	0.0358
12.1434	330	0.1183	-
12.7809	340	0.4438	-
13.4183	350	0.1956	-
13.7371	355	-	0.0352
13.3147	360	0.1887	-
13.9522	370	0.4342	-
14.5896	380	0.1177	-
14.7171	382	-	0.0346
14.4861	390	0.2633	-
15.1235	400	0.4205	-
15.6972	409	-	0.0340
15.0199	410	0.0649	-
15.6574	420	0.4102	-
16.2948	430	0.3021	-
16.7410	437	-	0.0343
16.1912	440	0.1288	-
16.8287	450	0.4247	0.0343

• The bold row denotes the saved checkpoint.

Framework Versions

• Python: 3.11.11
• Sentence Transformers: 3.3.1
• Transformers: 4.43.1
• PyTorch: 2.5.1+cu124
• Accelerate: 1.3.0
• Datasets: 2.19.1
• Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}